{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of the image data = (833, 832)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('./Imgs/example2.jpg')  # 读取RGB图片\n",
    "img = np.sum(img, axis=2) / 3\n",
    "print(\"Shape of the image data = \" + str(img.shape))  # 显示图片尺寸\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "By keeping 10 singular values, data size \n",
      " is compressed from 693056 to 16660\n",
      "error = 0.32487611859540055\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.sparse.linalg as la\n",
    "\n",
    "def img_compress(img, k):\n",
    "    u, lm, v = la.svds(img, k=k)\n",
    "    img1 = u.dot(np.diag(lm)).dot(v)\n",
    "    num_para = 2*k*u.shape[0]\n",
    "    return img1, num_para\n",
    "\n",
    "k=10\n",
    "img1, num_para = img_compress(img, k)\n",
    "print('By keeping ' + str(k) + ' singular values, data size \\n is compressed from ' + str(img.size) + ' to ' + str(num_para))\n",
    "print('error = ' + str(np.linalg.norm(img-img1) / np.linalg.norm(img)))\n",
    "plt.imshow(img1)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "By keeping 20 singular values, data size \n",
      " is compressed from 693056 to 33320\n",
      "error = 0.28548751629885194\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "k=20\n",
    "img1, num_para = img_compress(img, k)\n",
    "print('By keeping ' + str(k) + ' singular values, data size \\n is compressed from ' + str(img.size) + ' to ' + str(num_para))\n",
    "print('error = ' + str(np.linalg.norm(img-img1) / np.linalg.norm(img)))\n",
    "plt.imshow(img1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "By keeping 50 singular values, data size is compressed from 693056 to 83300\n",
      "error = 0.21806884831274959\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "k=50\n",
    "img1, num_para = img_compress(img, k)\n",
    "print('By keeping ' + str(k) + ' singular values, data size is compressed from ' + str(img.size) + ' to ' + str(num_para))\n",
    "print('error = ' + str(np.linalg.norm(img-img1) / np.linalg.norm(img)))\n",
    "plt.imshow(img1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "By keeping 200 singular values, data size \n",
      " is compressed from 693056 to 333200\n",
      "error = 0.08610562730464816\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "k=200\n",
    "img1, num_para = img_compress(img, k)\n",
    "print('By keeping ' + str(k) + ' singular values, data size \\n is compressed from ' + str(img.size) + ' to ' + str(num_para))\n",
    "print('error = ' + str(np.linalg.norm(img-img1) / np.linalg.norm(img)))\n",
    "plt.imshow(img1)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
